Creating Anomaly Detection System for Industrial Process with Deep Learning

This is an R Markdown Notebook

Your project - Detect Anomaly in Industrial Process with Deep Learning

Deep Learning… In this lecture I would like to esplore with you the DeepLearning we can do with H2O package in R…

Data Exploration

Train Deep Learning Model

normality_model <- h2o.deeplearning(x = names(train), 
                                     training_frame = train, 
                                     activation = "Tanh", 
                                     autoencoder = TRUE, 
                                     hidden = c(50,20,50), 
                                     sparse = TRUE,
                                     l1 = 1e-4, 
                                     epochs = 100)

  |                                                                                             
  |                                                                                       |   0%
  |                                                                                             
  |=========                                                                              |  10%
  |                                                                                             
  |=================                                                                      |  20%
  |                                                                                             
  |==========================                                                             |  30%
  |                                                                                             
  |===================================                                                    |  40%
  |                                                                                             
  |============================================                                           |  50%
  |                                                                                             
  |====================================================                                   |  60%
  |                                                                                             
  |=============================================================                          |  70%
  |                                                                                             
  |======================================================================                 |  80%
  |                                                                                             
  |==============================================================================         |  90%
  |                                                                                             
  |=======================================================================================| 100%

reconstruct dataset

Check MSE